{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {
    "collapsed": true,
    "pycharm": {
     "is_executing": false
    }
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import pickle\n",
    "import os\n",
    "import copy\n",
    "import networkx as nx\n",
    "\n",
    "SOLUTION_DIR = './solutions/'\n",
    "NODE_SIZE = 500\n",
    "WALKED_NODE_SIZE = 500\n",
    "WALKED_NODE_COLOR = 'orange'\n",
    "EDGE_NODE_COLOR = 'green'\n",
    "CORE_NODE_COLOR = 'gray'\n",
    "FIG_SIZE = (14, 7)\n",
    "TALKER_COLOR = 'b'\n",
    "LISTENER_COLOR = 'b'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1008x504 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1008x504 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1008x504 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def v_flow_routes_per_talker_listener_pair(filename):\n",
    "    with open(filename, 'rb') as file:\n",
    "        # get solution\n",
    "        solution = pickle.load(file)\n",
    "        # get edge nodes and core nodes, then set color and node size for node\n",
    "        node_id_list = list(solution.graph.nx_graph.nodes)\n",
    "        edge_nodes_id_list = []\n",
    "        core_node_id_list = []\n",
    "        node_colors = []\n",
    "        node_sizes = []\n",
    "        for node_id in node_id_list:\n",
    "            node_sizes.append(NODE_SIZE)\n",
    "            if solution.graph.nx_graph.degree(node_id) == 2:  # edge node\n",
    "                edge_nodes_id_list.append(node_id)\n",
    "                node_colors.append(EDGE_NODE_COLOR)\n",
    "            else:  # core node\n",
    "                core_node_id_list.append(node_id)\n",
    "                node_colors.append(CORE_NODE_COLOR)\n",
    "        # disposal each flow\n",
    "        pos = nx.kamada_kawai_layout(solution.graph.nx_graph)  # graph layout\n",
    "        i = 1\n",
    "        for flow in solution.flows:\n",
    "            if i > 1:\n",
    "                break\n",
    "            i += 1\n",
    "            for e2e_routes in  flow.routes:  # flow.routes: List[List[List[EdgeId]]]\n",
    "                # prepare figure & axes\n",
    "                fig, ax = plt.subplots(figsize=FIG_SIZE)\n",
    "                ax.set_title('hello world')\n",
    "                # chang color of talker and listener\n",
    "                talker = solution.graph.edge_mapper[e2e_routes[0][0]].in_node.node_id\n",
    "                listener = solution.graph.edge_mapper[e2e_routes[0][-1]].out_node.node_id\n",
    "                node_colors_copy = copy.copy(node_colors)\n",
    "                node_sizes_copy = copy.copy(node_sizes)\n",
    "                # print routes on graph\n",
    "                text_axis_x = -1\n",
    "                text_axis_y = -1\n",
    "                node_sizes_copy[node_id_list.index(talker)] = WALKED_NODE_SIZE\n",
    "                node_sizes_copy[node_id_list.index(listener)] = WALKED_NODE_SIZE\n",
    "                talker_listener_walked_edges = set()\n",
    "                for e2e_route in e2e_routes:  # e2e_routes: List[List[EdgeId]]\n",
    "                    walked_nodes = [talker]\n",
    "                    for edge_id in e2e_route:  # e2e_route: List[EdgeId]\n",
    "                        in_node_id = solution.graph.edge_mapper[edge_id].in_node.node_id\n",
    "                        out_node_id = solution.graph.edge_mapper[edge_id].out_node.node_id\n",
    "                        talker_listener_walked_edges.add((in_node_id, out_node_id))\n",
    "                        next_node = out_node_id\n",
    "                        node_sizes_copy[node_id_list.index(next_node)] = WALKED_NODE_SIZE\n",
    "                        node_colors_copy[node_id_list.index(next_node)] = WALKED_NODE_COLOR\n",
    "                        walked_nodes.append(next_node)\n",
    "                    ax.text(text_axis_x, text_axis_y, '{}'.format(walked_nodes))  # print routes\n",
    "                    text_axis_y += 0.1\n",
    "                node_colors_copy[node_id_list.index(talker)] = TALKER_COLOR\n",
    "                node_colors_copy[node_id_list.index(listener)] = LISTENER_COLOR\n",
    "                edge_colors = []\n",
    "                for edge in solution.graph.nx_graph.edges:\n",
    "                    if edge in talker_listener_walked_edges:\n",
    "                        edge_colors.append('r')\n",
    "                    else:\n",
    "                        edge_colors.append('b')\n",
    "                # draw graph\n",
    "                options: dict = {'with_labels': True, 'font_weight': 'bold', 'font_color': 'white', \n",
    "                                 'node_color': node_colors_copy, 'node_size': node_sizes_copy,\n",
    "                                 'edge_color': edge_colors, 'edge_cmap': plt.cm.Blues}\n",
    "                nx.draw(solution.graph.nx_graph, pos, **options)\n",
    "                plt.show()\n",
    "                # plt.savefig(\"flow{}-src{}-dest{}.png\".format(flow.flow_id, talker, listener))\n",
    "                \n",
    "\n",
    "filenames = os.listdir(SOLUTION_DIR)\n",
    "for filename in filenames:\n",
    "    if filename != 'placeholder':\n",
    "        v_flow_routes_per_talker_listener_pair(os.path.join(SOLUTION_DIR, filename))\n"
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